Causal Discovery on Synthetic Graphs (ER4, SF4) with Mixed Noise
4.28SHDGOLEM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GOLEMd=202022.09 | 4.28 | 154.64 | |
| DAGMAd=202022.09 | 6.78 | 6.54 | |
| GOLEMd=302022.09 | 9.48 | 177.21 | |
| NOTEARSd=202022.09 | 10.53 | 32.41 | |
| DAGMAd=302022.09 | 11.05 | 8.99 | |
| DAGMAd=502022.09 | 12.03 | 16.88 | |
| DAGMAd=802022.09 | 13.92 | 41.55 | |
| DAGMAd=1002022.09 | 17.8 | 59.36 | |
| GOLEMd=502022.09 | 19.6 | 231.53 | |
| NOTEARSd=302022.09 | 22.7 | 104.76 | |
| GOLEMd=802022.09 | 33.68 | 324.41 | |
| NOTEARSd=502022.09 | 34.82 | 278.13 | |
| NOTEARSd=802022.09 | 52.22 | 640.95 | |
| GOLEMd=1002022.09 | 70.95 | 458.94 | |
| NOTEARSd=1002022.09 | 75.87 | 1,129.1 |